Refereed Journal Articles

1.      J. Yu, J. Amores, P. Radeva, N. Sebe and Q. Tian, “Distance Learning for Similarity Estimation,” Accepted by  IEEE Transaction on Pattern Recognition and Machine Intelligence (TPAMI).

2.      J. Yu, Q. Tian, T. Rui and T. S. Huang, “The Hybrid PCA and LDA Analysis: Dimension Reduction and Classification,” IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), March 2007.

3.      Q. Tian, Y. Wu, J. Yu, and T. S. Huang, "Self-Supervised Learning Based on Discriminative Nonlinear Features for Image Classification," Pattern Recognition, Vol. 38, No. 6, pp. 903-917, 2005.

4.      J. Yu and Q. Tian, “Semantic Subspace Projection and Its Application in Image Retrieval,” under second round review, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT).

5.      J. Yu and Q. Tian, “Learning Discriminant Information Adaptively for Content-based Image Retrieval,” submitted to ACM Transactions on Multimedia Computing, Communications and Applications (ACM TOMCCAP).

6.      Y. Lu, Q. Tian, J. Neary, J. Yu, F. Liu and Y. Wang, “Adaptive Discriminant Analysis for Microarray-based Classification,” submitted to IEEE Transactions on Nanobioscience, Special Issue on Computational Nanobioscience.

Peer-reviewed Conference Papers

7.      J. Yu and Q. Tian, “Learning Image Manifolds by Semantic Subspace Projection,” ACM International Conference on Multimedia (Double-blind review, Full Paper, ACM Student Scholarship, acceptance rate 16%), Santa Barbara, CA, October 22-27, 2006

8.      J. Yu, J. Amores, N. Sebe and Q. Tian, “Toward Robust Distance Metric Analysis for Similarity Estimation,” Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (Double-blind review, acceptance rate 21%, Student Travel Award), New York, June 17-22, 2006.

9.      J. Yu and Q. Tian, “Constructing Descriptive and Discriminant Features for Face Classification,” Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (Lecture Paper, Best Student Paper Award), Touluse, France, May 14-19, 2006.

10.    J. Yu and Q. Tian, “Adaptive Discriminant Projection for Content-based Image Retrieval,” Proceedings of IEEE International Conference on Pattern Recognition (Oral Presentation, acceptance rate 13% ), Hong Kong, China, August 20-24, 2006.

11.    J. Yu, Y. Lu, Y. Xu, N. Sebe, and Q. Tian, “Integrating Relevance Feedback in Boosting for Content-Based Image Retrieval,” Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007), April 15-20, 2007.

12.    Y. Lu, J. Yu, N. Sebe, and Q. Tian, "Two Dimensional Adaptive Discriminant Analysis," Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007), April 15-20, 2007.

13.    J. Yu, Q. Tian and T. S. Huang, “Boosted Hybrid Discriminant Analysis in Face Identification,” Proceedings of SPIE East Conference on Internet Multimedia Systems, (Oral Presentation), Boston, MA, October 2005.

14.    Q. Tian, J. Yu, Q. Xue, N. Sebe, "A New Analysis of the Value of Unlabeled Data in Semi-Supervised Learning for Image Retrieval," Proceedings of International Conference on Multimedia and Expo (Lecture Paper, acceptance rate 24.8%), Taipei, Taiwan, ROC, June 27-30, 2004.

15.    Q. Tian, J. Yu, Q. Xue, N. Sebe, and T. S. Huang, "Robust Error Metric for Noise Estimation in Image Indexing," 4th International Workshop on Multimedia Data and Document Engineering (MDDE-04, Lecture Paper), in conjunction with IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2004), Washington, DC, June 27-July 2, 2004.

Book Chapters

16.    J. Yu, J. Amores, N. Sebe and Q. Tian, "Ranking Metrics and Evaluation Measures," invited book chapter, Advances in Imaging and Electron Physics, Elsevier, to appear in 2007.

17.    Q. Tian, Y. Wu, J. Yu and T. S. Huang, "Self-Supervised Learning Based on Discriminative Nonlinear Features and Its applications for Pattern Classification," Chapter 3, pp.52-75, Book Chapter of Managing Multimedia Semantics, edited by Dr. U. Srinivasan and Dr. S. Nepal, ICT Centre CSIRO, Australia, July, 2005, ISBN 1-59140-569-6.

18.    Q. Tian, J. Yu, and T. S. Huang, "Boosting Multiple Classifiers Constructed by Hybrid Discriminant Analysis," book chapter in Lecture Notes in Computer Science, editors N. C. Oza, R. Polikar, J. Kittler, et al, Springer-Verlag, Vol. 3541, 2005. Also appeared in Sixth International Workshop on Multiple Classifier Systems, Seaside, California, June 13-15, 2005.